Implementation of Noise-Resistant Crowd Equalisation in Optical Communication Systems with Machine Learning DSP

Karina Nurlybayeva; Diego  Argüello Ron; Morteza Kamalian-Kopae; Elena Turitsyna; Sergei Turitsyn

doi:10.1109/acp55869.2022.10088872

Implementation of Noise-Resistant Crowd Equalisation in Optical Communication Systems with Machine Learning DSP

Karina Nurlybayeva, Diego Argüello Ron^*, Morteza Kamalian-Kopae, Elena Turitsyna, Sergei Turitsyn

^*Corresponding author for this work

Research output: Chapter in Book/Published conference output › Conference publication

Abstract

Abstract—We propose a solution to noisy neural networks employed in future optical communication systems. The proposed approach includes breaking down large networks into smaller ones and forming ”crowds” using these elementary networks.

Original language	English
Title of host publication	Proceedings of the 2022 Asia Communications and Photonics Conference (ACP)
Publisher	IEEE
Pages	753-756
ISBN (Electronic)	9781665481557
DOIs	https://doi.org/10.1109/acp55869.2022.10088872
Publication status	Published - 10 Apr 2023
Event	2022 Asia Communications and Photonics Conference (ACP) and International Conference on Information Photonics and Optical Communications (IPOC) - Shenzen, China Duration: 5 Nov 2022 → 8 Nov 2022

Publication series

Name	Asia Communications and Photonics Conference (ACP) Proceedings
Publisher	IEEE

Conference

Conference	2022 Asia Communications and Photonics Conference (ACP) and International Conference on Information Photonics and Optical Communications (IPOC)
Country/Territory	China
City	Shenzen
Period	5/11/22 → 8/11/22

Bibliographical note

Funding: This work has received funding from: EU H2020 MSCA project No.
860360 and EPSRC project TRANSNET.

Keywords

Artificial Neural Networks
Equalisation
Computational Complexity
Noise Resilience

Access to Document

10.1109/acp55869.2022.10088872

Cite this

Nurlybayeva, K., Argüello Ron, D., Kamalian-Kopae, M., Turitsyna, E., & Turitsyn, S. (2023). Implementation of Noise-Resistant Crowd Equalisation in Optical Communication Systems with Machine Learning DSP. In Proceedings of the 2022 Asia Communications and Photonics Conference (ACP) (pp. 753-756). (Asia Communications and Photonics Conference (ACP) Proceedings). IEEE. https://doi.org/10.1109/acp55869.2022.10088872

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title = "Implementation of Noise-Resistant Crowd Equalisation in Optical Communication Systems with Machine Learning DSP",

abstract = "Abstract—We propose a solution to noisy neural networks employed in future optical communication systems. The proposed approach includes breaking down large networks into smaller ones and forming ”crowds” using these elementary networks.",

keywords = "Artificial Neural Networks, Equalisation, Computational Complexity, Noise Resilience",

author = "Karina Nurlybayeva and {Arg{\"u}ello Ron}, Diego and Morteza Kamalian-Kopae and Elena Turitsyna and Sergei Turitsyn",

note = "Funding: This work has received funding from: EU H2020 MSCA project No. 860360 and EPSRC project TRANSNET.; 2022 Asia Communications and Photonics Conference (ACP) and International Conference on Information Photonics and Optical Communications (IPOC) ; Conference date: 05-11-2022 Through 08-11-2022",

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month = apr,

day = "10",

doi = "10.1109/acp55869.2022.10088872",

language = "English",

series = "Asia Communications and Photonics Conference (ACP) Proceedings",

publisher = "IEEE",

pages = "753--756",

booktitle = "Proceedings of the 2022 Asia Communications and Photonics Conference (ACP)",

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}

Nurlybayeva, K, Argüello Ron, D, Kamalian-Kopae, M , Turitsyna, E & Turitsyn, S 2023, Implementation of Noise-Resistant Crowd Equalisation in Optical Communication Systems with Machine Learning DSP. in Proceedings of the 2022 Asia Communications and Photonics Conference (ACP). Asia Communications and Photonics Conference (ACP) Proceedings, IEEE, pp. 753-756, 2022 Asia Communications and Photonics Conference (ACP) and International Conference on Information Photonics and Optical Communications (IPOC), Shenzen, China, 5/11/22. https://doi.org/10.1109/acp55869.2022.10088872

Implementation of Noise-Resistant Crowd Equalisation in Optical Communication Systems with Machine Learning DSP. / Nurlybayeva, Karina; Argüello Ron, Diego ; Kamalian-Kopae, Morteza et al.
Proceedings of the 2022 Asia Communications and Photonics Conference (ACP). IEEE, 2023. p. 753-756 (Asia Communications and Photonics Conference (ACP) Proceedings).

Research output: Chapter in Book/Published conference output › Conference publication

TY - GEN

T1 - Implementation of Noise-Resistant Crowd Equalisation in Optical Communication Systems with Machine Learning DSP

AU - Nurlybayeva, Karina

AU - Argüello Ron, Diego

AU - Kamalian-Kopae, Morteza

AU - Turitsyna, Elena

AU - Turitsyn, Sergei

N1 - Funding: This work has received funding from: EU H2020 MSCA project No. 860360 and EPSRC project TRANSNET.

PY - 2023/4/10

Y1 - 2023/4/10

N2 - Abstract—We propose a solution to noisy neural networks employed in future optical communication systems. The proposed approach includes breaking down large networks into smaller ones and forming ”crowds” using these elementary networks.

AB - Abstract—We propose a solution to noisy neural networks employed in future optical communication systems. The proposed approach includes breaking down large networks into smaller ones and forming ”crowds” using these elementary networks.

KW - Artificial Neural Networks

KW - Equalisation

KW - Computational Complexity

KW - Noise Resilience

UR - https://ieeexplore.ieee.org/document/10088872

UR - http://www.scopus.com/inward/record.url?scp=85153854791&partnerID=8YFLogxK

U2 - 10.1109/acp55869.2022.10088872

DO - 10.1109/acp55869.2022.10088872

M3 - Conference publication

T3 - Asia Communications and Photonics Conference (ACP) Proceedings

SP - 753

EP - 756

BT - Proceedings of the 2022 Asia Communications and Photonics Conference (ACP)

PB - IEEE

T2 - 2022 Asia Communications and Photonics Conference (ACP) and International Conference on Information Photonics and Optical Communications (IPOC)

Y2 - 5 November 2022 through 8 November 2022

ER -

Nurlybayeva K, Argüello Ron D, Kamalian-Kopae M , Turitsyna E , Turitsyn S. Implementation of Noise-Resistant Crowd Equalisation in Optical Communication Systems with Machine Learning DSP. In Proceedings of the 2022 Asia Communications and Photonics Conference (ACP). IEEE. 2023. p. 753-756. (Asia Communications and Photonics Conference (ACP) Proceedings). doi: 10.1109/acp55869.2022.10088872

Implementation of Noise-Resistant Crowd Equalisation in Optical Communication Systems with Machine Learning DSP

Abstract

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Bibliographical note

Keywords

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